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ResearchFormerly WizWand

Fine-grained classification on Aircraft (Clean Accuracy, Adversarial Accuracy)

25Clean AccuracyMTA
3.5769.13814.720.262Apr 15, 2025Jun 23, 2025Aug 31, 2025Nov 9, 2025Jan 17, 2026Mar 27, 2026Jun 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MTABackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.12254.3
CLIPBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.06240
CLIPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1223.90
R-TPTBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1223.913.2
TTPBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1223.914.8
EnsembleBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1223.48.7
TTCBackbone=CLIP-ViT-B/16, Perturbation bound (epsilon)=4.02025.1223.30.5
EnsembleBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0623.34.1
SS-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0622.512.8
R-TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0621.711.7
TPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0621.60
DOCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0621.20.2
TTCBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0620.80.3
MTABackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1220.28.2
TAPTBackbone=CLIP-ViT-B/16, Augmented views=15, Perturbation (epsilon)=4.02026.0620.12.9
R-TPTBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1219.19.2
TTCBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1218.21
MTABackbone=CLIP-ResNet50, Epsilon=1.02025.0418.13.7
CLIPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1218.10
TTPBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.121810.3
R-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0417.512.6
TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0417.30
C-TPTBackbone=CLIP-ResNet50, Epsilon=1.02025.0416.70
EnsembleBackbone=CLIP-ResNet50, Epsilon=1.02025.0416.49.8
EnsembleBackbone=CLIP-ViT-B/32, Perturbation Bound (epsilon)=4.02025.1216.47.9
CLIPBackbone=CLIP-ResNet50, Epsilon=1.02025.0415.70
CLIPBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.066.60.7
TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.066.61.2
SS-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.065.52.6
R-TPTBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.065.42.2
EnsembleBackbone=CLIP-ViT-B/32, Pre-trained=TeCoA, Augmented views=15, Epsilon=4.02026.064.41.9